MEGA-Bench - Application: Planning: leaderboard

The "Application: Planning" subtask of MEGA-Bench. TIGER-Lab multimodal evaluation with 500+ tasks across vision-language understanding, generation, and reasoning with 44 models.

Metric: Average Score (%). Source: huggingface.co. Saturation forecast: Around January 2027. 44 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro (Preview 03-25)51.7#123
2Claude 3.5 Sonnet (20241022)39.9#291
3Gemini 2.0 Flash (Preview)36#370
4Claude 3.5 Sonnet (20240620)33.8#299
5Gemini 1.5 Pro (002)33.4#349
6GPT-4o33.2#343
7Qwen 2 VL 72B30.7#460
8GLM-4.1V-9B (Thinking)26.5#472 (GLM-4.1V-9B)
9Gemini 1.5 Flash (002)26.4#583
10InternVL2.5-78B26.4#431
11InternVL3-78B25.2#352
12Gemma 3 27B (IT)25#523
13GPT-4o Mini24.2#599
14InternVL3-38B20#405
15InternVL3-14B19.6#505

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=mega-bench-application-planning · How It Works · Data refreshed daily, snapshot 2026-10-20.